Statistical Physics and Spatial Statistics

Statistical Physics and Spatial Statistics
Title Statistical Physics and Spatial Statistics PDF eBook
Author Klaus R. Mecke
Publisher Springer
Pages 420
Release 2008-01-11
Genre Mathematics
ISBN 3540450432

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Modern physics is confronted with a large variety of complex spatial patterns. Although both spatial statisticians and statistical physicists study random geometrical structures, there has been only little interaction between the two up to now because of different traditions and languages. This volume aims to change this situation by presenting in a clear way fundamental concepts of spatial statistics which are of great potential value for condensed matter physics and materials sciences in general, and for porous media, percolation and Gibbs processes in particular. Geometric aspects, in particular ideas of stochastic and integral geometry, play a central role throughout. With nonspecialist researchers and graduate students also in mind, prominent physicists give an excellent introduction here to modern ideas of statistical physics pertinent to this exciting field of research.

Statistical Physics and Spatial Statistics

Statistical Physics and Spatial Statistics
Title Statistical Physics and Spatial Statistics PDF eBook
Author Klaus R. Mecke
Publisher Springer Science & Business Media
Pages 420
Release 2000-08-28
Genre Mathematics
ISBN 354067750X

Download Statistical Physics and Spatial Statistics Book in PDF, Epub and Kindle

Modern physics is confronted with a large variety of complex spatial patterns. Although both spatial statisticians and statistical physicists study random geometrical structures, there has been only little interaction between the two up to now because of different traditions and languages. This volume aims to change this situation by presenting in a clear way fundamental concepts of spatial statistics which are of great potential value for condensed matter physics and materials sciences in general, and for porous media, percolation and Gibbs processes in particular. Geometric aspects, in particular ideas of stochastic and integral geometry, play a central role throughout. With nonspecialist researchers and graduate students also in mind, prominent physicists give an excellent introduction here to modern ideas of statistical physics pertinent to this exciting field of research.

Theory of Spatial Statistics

Theory of Spatial Statistics
Title Theory of Spatial Statistics PDF eBook
Author M.N.M. van Lieshout
Publisher CRC Press
Pages 221
Release 2019-03-19
Genre Mathematics
ISBN 0429627033

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Theory of Spatial Statistics: A Concise Introduction presents the most important models used in spatial statistics, including random fields and point processes, from a rigorous mathematical point of view and shows how to carry out statistical inference. It contains full proofs, real-life examples and theoretical exercises. Solutions to the latter are available in an appendix. Assuming maturity in probability and statistics, these concise lecture notes are self-contained and cover enough material for a semester course. They may also serve as a reference book for researchers. Features * Presents the mathematical foundations of spatial statistics. * Contains worked examples from mining, disease mapping, forestry, soil and environmental science, and criminology. * Gives pointers to the literature to facilitate further study. * Provides example code in R to encourage the student to experiment. * Offers exercises and their solutions to test and deepen understanding. The book is suitable for postgraduate and advanced undergraduate students in mathematics and statistics.

Statistical Physics and Spatial Statistics

Statistical Physics and Spatial Statistics
Title Statistical Physics and Spatial Statistics PDF eBook
Author Klaus R. Mecke
Publisher
Pages 436
Release 2014-01-15
Genre
ISBN 9783662142998

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Spatial Networks

Spatial Networks
Title Spatial Networks PDF eBook
Author Marc Barthelemy
Publisher Springer Nature
Pages 443
Release 2022-02-20
Genre Mathematics
ISBN 303094106X

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This book provides a complete introduction into spatial networks. It offers the mathematical tools needed to characterize these structures and how they evolve in time and presents the most important models of spatial networks. The book puts a special emphasis on analyzing complex systems which are organized under the form of networks where nodes and edges are embedded in space. In these networks, space is relevant, and topology alone does not contain all the information. Characterizing and understanding the structure and the evolution of spatial networks is thus crucial for many different fields, ranging from urbanism to epidemiology. This subject is therefore at the crossroad of many fields and is of potential interest to a broad audience comprising physicists, mathematicians, engineers, geographers or urbanists. In this book, the author has expanded his previous book ("Morphogenesis of Spatial Networks") to serve as a textbook and reference on this topic for a wide range of students and professional researchers.

Statistical Analysis and Modelling of Spatial Point Patterns

Statistical Analysis and Modelling of Spatial Point Patterns
Title Statistical Analysis and Modelling of Spatial Point Patterns PDF eBook
Author Dr. Janine Illian
Publisher John Wiley & Sons
Pages 560
Release 2008-04-15
Genre Mathematics
ISBN 9780470725153

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Spatial point processes are mathematical models used to describe and analyse the geometrical structure of patterns formed by objects that are irregularly or randomly distributed in one-, two- or three-dimensional space. Examples include locations of trees in a forest, blood particles on a glass plate, galaxies in the universe, and particle centres in samples of material. Numerous aspects of the nature of a specific spatial point pattern may be described using the appropriate statistical methods. Statistical Analysis and Modelling of Spatial Point Patterns provides a practical guide to the use of these specialised methods. The application-oriented approach helps demonstrate the benefits of this increasingly popular branch of statistics to a broad audience. The book: Provides an introduction to spatial point patterns for researchers across numerous areas of application Adopts an extremely accessible style, allowing the non-statistician complete understanding Describes the process of extracting knowledge from the data, emphasising the marked point process Demonstrates the analysis of complex datasets, using applied examples from areas including biology, forestry, and materials science Features a supplementary website containing example datasets. Statistical Analysis and Modelling of Spatial Point Patterns is ideally suited for researchers in the many areas of application, including environmental statistics, ecology, physics, materials science, geostatistics, and biology. It is also suitable for students of statistics, mathematics, computer science, biology and geoinformatics.

Interpolation of Spatial Data

Interpolation of Spatial Data
Title Interpolation of Spatial Data PDF eBook
Author Michael L. Stein
Publisher Springer Science & Business Media
Pages 263
Release 2012-12-06
Genre Mathematics
ISBN 1461214947

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A summary of past work and a description of new approaches to thinking about kriging, commonly used in the prediction of a random field based on observations at some set of locations in mining, hydrology, atmospheric sciences, and geography.